Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
Live odds, cross-book +EV and graded player-prop results across 37 books. Hosted endpoint included.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
PROPLINE_API_KEY, PROPLINE_BASE_URL, Authorization「秘密」と表示された値は、あなたのアカウントの鍵です。絶対に人に教えたり、チャットに貼り付けたりしないでください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
このアドレスはリクエストの header にキーが必要ですが、コネクタを追加するメニューでは設定できません。代わりにClaude Code、Cursor、VS Codeを使ってください。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"propline": {
"command": "npx",
"args": [
"-y",
"propline-mcp"
],
"env": {
"PROPLINE_API_KEY": "your-value",
"PROPLINE_BASE_URL": "your-value"
}
}
}
}ターミナルでこれを実行します
claude mcp add --transport http propline https://mcp.prop-line.com/mcp --header 'Authorization: your-value'claude mcp add propline --env PROPLINE_API_KEY=your-value --env PROPLINE_BASE_URL=your-value -- npx -y propline-mcp動かす前に、空欄の値を入力してください。
プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"propline": {
"url": "https://mcp.prop-line.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"propline": {
"command": "npx",
"args": [
"-y",
"propline-mcp"
],
"env": {
"PROPLINE_API_KEY": "your-value",
"PROPLINE_BASE_URL": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"propline": {
"type": "http",
"url": "https://mcp.prop-line.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"propline": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"propline-mcp"
],
"env": {
"PROPLINE_API_KEY": "your-value",
"PROPLINE_BASE_URL": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
このアドレスはリクエストの header にキーが必要ですが、コネクタを追加するメニューでは設定できません。代わりにClaude Code、Cursor、VS Codeを使ってください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
PROPLINE_BASE_URL envAuthorization 秘密 HTTP headerこの設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
このサーバーのツール一覧はまだ読み取っていません。エンドポイントは順番にチェックしています。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月6日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント proplineapi で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
まだチェックしていません。エンドポイントは順番にチェックしています
まだチェックしていません。エンドポイントは順番にチェックしています
まだチェックしていません。エンドポイントをチェックするときにツール一覧を読み取ります
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
入力が必要なもの:PROPLINE_API_KEY, Authorization
どちらでも使えます。パソコンにインストールしても、クラウド版につないでもかまいません。
GitHubリポジトリの最終更新は–、最新バージョン(0.55.0)がレジストリに届いたのは9 日前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。URLでつながるので、リモートMCPサーバーに対応したアプリ(開発者モードのChatGPTなど)でも使えます。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, Fomu MCP
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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Kenya government form guides: checklists, draft letters, eCitizen, Huduma, timelines. Sample data.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
Listed in the official MCP Registry as io.github.proplineapi/propline-mcp — discoverable from Claude Code, Claude Desktop, and any MCP-aware client.
Model Context Protocol server for the PropLine player props betting odds API. Plug it into Claude Desktop, Claude Code, or any MCP-compatible client and ask natural-language questions about live odds, prop resolution, cross-book +EV, scores, and box-score stats — the model picks the right tool, calls the API, and answers from real data.
No more "I'd need an API for that" deflections from your AI assistant. PropLine MCP turns sports-betting research into a chat.
Once installed, you can prompt the model with things like:
The model uses these tools transparently:
| Tool | What it does |
|---|---|
propline_list_sports | Discover what sports PropLine polls (54 today) |
propline_list_events | Upcoming events for a sport, with ids |
propline_list_event_markets | Available market types for an event |
propline_get_odds | Live odds — bulk by sport or full props per event. Accepts period (q1/h1/p1/f5/…) to scope to game-period markets; include_depth adds order-book depth per outcome. |
propline_get_odds_history | Hobby+: snapshot history per outcome; supports period (q1/h1/…) plus time-window filters (from/to, relative_from/relative_to, interval, changes_only) |
propline_get_odds_closing | Hobby+: opening and closing line per (book, market, outcome) — CLV helper. Accepts period to scope to a specific game period. |
propline_grade_clv | Hobby+: grade placed bets against their closing lines. Returns closing price, de-vigged closing fair (fair_source = sharpest book at close, not yours), clv_pct (price-vs-price, vig-blind) and ev_vs_close_pct (the honest number), plus the graded result once the game settles. Fail-closed matching; unstarted events come back closing_is_final: false and are excluded from the averages. devig: multiplicative or shin. |
propline_settle_bets | Hobby+: settle placed bets, singles or parlays: won / lost / push / void / half_won / half_lost, with the stat each settled on, payout and profit. Works at books and lines PropLine never stored (source: computed); quarter lines settle as two half-stakes; pending until graded. |
propline_price_parlay | Hobby+: fair price of a parlay across games from the no-vig lines, each leg's best price, every book's product price, EV% of an offered price. Same-game legs flagged. |
propline_lookup_event_ids | Free: find PropLine's event (with result) from a sportsbook's own event id, an ESPN id or an MLB gamePk. |
propline_price_sgp | Hobby+: price a same-game parlay at the book's own correlated odds (FanDuel, DraftKings, BetOnline, LowVig — or bookmaker: "all" for every book side by side with best_bookmaker). Returns sgp_price, independent_price (product of the live single-leg prices) and correlation_factor (their ratio). Legs are named exactly as /odds names an outcome; matching is fail-closed. |
propline_export_odds_history | Backfill-pass / Enterprise: bulk line-movement tick history (every snapshot, per book) for a sport. Requires a since/until window; result capped to 200 rows (use the REST endpoint directly for the full file). |
propline_get_futures | Season-long futures — championship/division/conference winners, MVP + awards, season win totals — across Bovada/FanDuel/DraftKings/Pinnacle/Kalshi (free) |
propline_get_scores | Game scores + status (free) |
propline_get_dfs_payouts | PrizePicks Power/Flex payout schedule + per-leg breakeven win probability (free) |
propline_get_mlb_grand_salami | Synthetic daily MLB Grand Salami — total runs + each book's implied line (free) |
propline_get_nhl_daily_goals_total | Synthetic daily NHL goals total — hockey's Grand Salami (free) |
propline_get_resolution_summary | Graded-prop volume + per-sport/market breakdown (free) |
propline_get_event_ids | Event id crosswalk — ESPN, MLB gamePk and each book's own event id (free) |
propline_get_book_accuracy | Sportsbook accuracy report — how well each book prices props, vs the market (free) |
propline_get_golf_rounds | A golfer's completed rounds by tour (PGA, DP World, LIV, LPGA, Korn Ferry, Champions) with L5/L10/L20 (free) |
propline_get_golf_tournaments | Golf tournaments with round data, by tour and season (free) |
propline_get_injuries | Current injury report for NFL, NCAAF, NBA, WNBA, NHL, MLB (free) |
propline_get_injury_history | Injury status changes over the last 1-90 days (free) |
propline_get_referees | Referee card stats — cards per match, last and next match (32 soccer leagues, free) |
propline_get_referee_matches | One referee's matches with each team's cards (32 soccer leagues, free) |
propline_get_market_coverage | Every market each book prices on upcoming games, and on how many (free) |
propline_get_history_coverage | When each book's odds history starts, per sport (free) |
propline_get_event_stats | Raw box-score stats (free, book-agnostic) |
propline_get_event_context | Game conditions a prop settles under — probable pitchers, lineup flag, home-plate umpire, first-pitch weather (free) |
propline_get_event_movement | Line movement + steam detection (sharp-money signal across all books) from the tick history (Hobby+). since (e.g. -6h) measures from a moment; include_book_ids adds book ids. |
propline_get_event_results | Pro: graded won/lost/push per prop |
propline_search_players | Free: find a player by name fragment → stable player_id + every spelling the books use (known_names) |
propline_get_player_history | Player prop history with resolution; accepts a player_id; optional main_line_only; entries carry is_main_line + line_moved_in_play |
propline_get_player_games | Player game log — recent games with every raw box-score stat per game, one call instead of one per event; opponent gives head-to-head (last N *meetings*). Raw-stat archive, so it includes games no book priced. Accepts a player_id in place of the name |
propline_get_player_trends | Hit-rate trends — over/under/push splits over last 5/10/20/50 graded games, streak, avg actual (optional dfs_odds_type to scope to a PrizePicks flavor) |
propline_get_event_ev | Pro: cross-book +EV with no-vig fair lines (devig: multiplicative or shin; fair_source: pick the anchor book(s), tried in order) |
propline_get_event_projections | Hobby+: market-implied consensus projection per (market, player) |
propline_get_best_line | Hobby+: cross-book line shopping — best price per (market, player, line) across all comparable books, all_prices sorted best-first; optional bookmakers filter |
propline_list_webhooks | Streaming Lite+: list webhook subscriptions (read-only, secrets masked) |
propline_get_webhook_deliveries | Streaming Lite+: recent delivery attempts for a webhook — status, HTTP code, attempts, payload; before_id pages backwards. The "why isn't my webhook firing" tool |
propline_create_free_api_key | Sign the user up for a free personal key from inside the chat. Takes the email the user gives; the key is emailed to them (never returned), with a ready-made connector URL to reconnect. The only tool that is not read-only |
The same 41 tools are served over Streamable HTTP at
https://mcp.prop-line.com/mcp
Use it from any remote-capable client — nothing to install, nothing to run.
| Client | How |
|---|---|
| Claude Code | claude mcp add --transport http propline https://mcp.prop-line.com/mcp |
| Claude.ai / Claude Desktop | Settings → Connectors → Add custom connector → URL above |
| Cursor | Settings → MCP → Add server → type http, URL above (one-click) |
| ChatGPT (developer mode) | Settings → Connectors → Create → MCP server URL above |
| Any client | Streamable HTTP, endpoint /mcp; GET / returns a JSON manifest |
Auth is per request. Send your PropLine key as Authorization: Bearer (or X-API-Key: , or ?apiKey= for clients that cannot set headers). With no key the endpoint falls back to the shared free demo key — every tool works, paid features are redacted, limits are pooled. Keys are used for the one request and never stored.
Claude Code with your own key:
claude mcp add --transport http propline https://mcp.prop-line.com/mcp \
--header "Authorization: Bearer YOUR_KEY"
The stdio build below (npx -y propline-mcp) is the same code; pick whichever your client prefers.
No key needed to try it. The server falls back to a shared public demo key, so this just works:
npx -y propline-mcp
Your agent can immediately pull live odds, scores, and stats. The demo key is free-tier and shared — paid features (resolution, +EV, history, exports) return a redacted teaser, and limits are pooled across everyone. For full access and your own limits, set PROPLINE_API_KEY (below). Get a free personal key at prop-line.com.
While the demo key is in use, every tool result carries a second content block noting the pooling and redaction, so the assistant can explain an empty field or a 429 accurately. It disappears the moment you set your own key. The note also tells the assistant it can offer propline_create_free_api_key, so a user can get their own key without leaving the chat.
prop-line.com — free tier is 1,000 requests/day, no credit card. Hobby at $9/mo unlocks resolution, history, closing lines and +EV — Pro at $19/mo is that same feature set at 25,000 requests/day.
Edit ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):
{
"mcpServers": { "propline": { "command": "npx", "args": ["-y", "propline-mcp"], "env": { "PROPLINE_API_KEY": "YOUR_KEY_HERE" } } } }
Restart Claude Desktop. The hammer icon should show 30 PropLine tools. (Or skip the install and add https://mcp.prop-line.com/mcp as a custom connector — see the hosted endpoint above.)
claude mcp add propline \
--env PROPLINE_API_KEY=YOUR_KEY \ -- npx -y propline-mcp
Run propline-mcp as a stdio server. Most clients accept a command + env. See the MCP spec for client-specific config.
| Env var | Required | Default | Notes |
|---|---|---|---|
PROPLINE_API_KEY | no | shared demo key | Unset = shared free demo key (paid features redacted, pooled limits). Set your own free key from prop-line.com for full access. |
| `PRO
冒頭だけを表示しています。続きはリポジトリで読めます